ResearchBenchmarksExplainable Recommendation on Three Recommendation Datasets (test)Explainable Recommendation on Three Recommendation Datasets (test)Follow1.2Latency (s)LLMRank1.0362.1433.254.357Feb 11, 2026Evaluation resultsMethodMethodLinksLatency (s)LLMRankLLM Calls=1, KG Queries=0LLM Calls=1, KG Queries=02026.021.2K-RagRecLLM Calls=2, KG Queries=3LLM Calls=2, KG Queries=32026.022.4InteRecAgentLLM Calls=3, KG Queries=0LLM Calls=3, KG Queries=02026.022.8G-CRSLLM Calls=3, KG Queries=4LLM Calls=3, KG Queries=42026.023.2MACRecLLM Calls=5, KG Queries=0LLM Calls=5, KG Queries=02026.024.1MATRAGLLM Calls=6, KG Queries=5LLM Calls=6, KG Queries=52026.025.3